The world seemed to tilt on its axis as Chloe read the grade. A fifty-nine. She felt a sudden, sharp pain in her chest, like a fist had just slammed into her. Disbelief warred with a simmering heat that was rapidly consuming her. She couldn’t believe it. She’d spent hours, days, meticulously crafting the essay, researching the subject. Now, all that effort – all that sacrifice – amounted to nothing. She felt a burning sensation in the back of her throat and swallowed hard, her vision blurring slightly.

Emotion: angry

Cluster: Anger / Hostility
PC1 (Valence): -2.05 Negative
PC2 (Disposition): 1.18

Role in Research

This story is one of 1,000 stories generated for the emotion angry. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 angry stories, after denoising with neutral dialogue baselines, produces the angry emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the angry vector is projected through the unembedding matrix.

Promoted:
C0.354
est0.354
aggravated0.342
🤬0.337
0.323
Suppressed:
de-0.424
a-0.411
la-0.341
H-0.320
L-0.296